Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	93
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.0 KiB
Average record size in memory	132.0 B

Variable types

Numeric	13
Categorical	3

Alerts

`dbsscan_cluster` has constant value ""	Constant
`dbscan_labels` has constant value ""	Constant
`Alcohol` is highly overall correlated with `Color_Intensity` and 4 other fields	High correlation
`Ash_Alcanity` is highly overall correlated with `Color_Intensity`	High correlation
`Color_Intensity` is highly overall correlated with `Alcohol` and 5 other fields	High correlation
`Flavanoids` is highly overall correlated with `Alcohol` and 6 other fields	High correlation
`Magnesium` is highly overall correlated with `Alcohol` and 4 other fields	High correlation
`Nonflavanoid_Phenols` is highly overall correlated with `kmeans_cluster`	High correlation
`Proanthocyanins` is highly overall correlated with `Flavanoids` and 1 other fields	High correlation
`Proline` is highly overall correlated with `Alcohol` and 3 other fields	High correlation
`Total_Phenols` is highly overall correlated with `Alcohol` and 4 other fields	High correlation
`kmeans_cluster` is highly overall correlated with `Flavanoids` and 1 other fields	High correlation
`Malic_Acid` has 1 (1.1%) zeros	Zeros
`Ash` has 2 (2.2%) zeros	Zeros
`Ash_Alcanity` has 1 (1.1%) zeros	Zeros
`Magnesium` has 1 (1.1%) zeros	Zeros
`Color_Intensity` has 1 (1.1%) zeros	Zeros
`Proline` has 1 (1.1%) zeros	Zeros

Reproduction

Analysis started	2023-11-29 06:57:19.532627
Analysis finished	2023-11-29 06:58:10.064326
Duration	50.53 seconds
Software version	ydata-profiling vv4.6.2
Download configuration	config.json

Alcohol
Real number (ℝ)

HIGH CORRELATION

Distinct	75
Distinct (%)	80.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52962649

Minimum	0.1
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.16210526
Q1	0.33157895
median	0.54736842
Q3	0.71315789
95-th percentile	0.84947368
Maximum	1
Range	0.9
Interquartile range (IQR)	0.38157895

Descriptive statistics

Standard deviation	0.2290867
Coefficient of variation (CV)	0.43254389
Kurtosis	-1.1157615
Mean	0.52962649
Median Absolute Deviation (MAD)	0.19473684
Skewness	-0.12350573
Sum	49.255263
Variance	0.052480715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5315789474	4	4.3%
0.3526315789	4	4.3%
0.2763157895	3	3.2%
0.3315789474	2	2.2%
0.5815789474	2	2.2%
0.4447368421	2	2.2%
0.7973684211	2	2.2%
0.2552631579	2	2.2%
0.7447368421	2	2.2%
0.8078947368	2	2.2%
Other values (65)	68	73.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1	1.1%
0.1105263158	1	1.1%
0.1131578947	1	1.1%
0.1526315789	1	1.1%
0.1605263158	1	1.1%
0.1631578947	1	1.1%
0.1657894737	1	1.1%
0.2078947368	2	2.2%
0.2131578947	1	1.1%
0.2210526316	1	1.1%

Value	Count	Frequency (%)
1	1	1.1%
0.8842105263	1	1.1%
0.8815789474	1	1.1%
0.8789473684	1	1.1%
0.8605263158	1	1.1%
0.8421052632	1	1.1%
0.8394736842	2	2.2%
0.8368421053	1	1.1%
0.8342105263	1	1.1%
0.8131578947	1	1.1%

Malic_Acid
Real number (ℝ)

ZEROS

Distinct	70
Distinct (%)	75.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26884012

Minimum	0
Maximum	0.80224719
Zeros	1
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.055280899
Q1	0.1752809
median	0.22247191
Q3	0.28764045
95-th percentile	0.70921348
Maximum	0.80224719
Range	0.80224719
Interquartile range (IQR)	0.11235955

Descriptive statistics

Standard deviation	0.17927508
Coefficient of variation (CV)	0.66684644
Kurtosis	2.0403336
Mean	0.26884012
Median Absolute Deviation (MAD)	0.051685393
Skewness	1.5601626
Sum	25.002132
Variance	0.032139554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2224719101	5	5.4%
0.2404494382	4	4.3%
0.208988764	3	3.2%
0.195505618	2	2.2%
0.08764044944	2	2.2%
0.204494382	2	2.2%
0.206741573	2	2.2%
0.1707865169	2	2.2%
0.2112359551	2	2.2%
0.2606741573	2	2.2%
Other values (60)	67	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.1%
0.03370786517	1	1.1%
0.03595505618	1	1.1%
0.0404494382	1	1.1%
0.05393258427	1	1.1%
0.05617977528	1	1.1%
0.0606741573	1	1.1%
0.08764044944	2	2.2%
0.09662921348	1	1.1%
0.1056179775	1	1.1%

Value	Count	Frequency (%)
0.802247191	1	1.1%
0.8	1	1.1%
0.7415730337	1	1.1%
0.7303370787	1	1.1%
0.7280898876	1	1.1%
0.6966292135	1	1.1%
0.6876404494	1	1.1%
0.6741573034	1	1.1%
0.6404494382	1	1.1%
0.604494382	1	1.1%

Ash
Real number (ℝ)

ZEROS

Distinct	57
Distinct (%)	61.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51322052

Minimum	0
Maximum	0.95901639
Zeros	2
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.16721311
Q1	0.36065574
median	0.5
Q3	0.68032787
95-th percentile	0.81967213
Maximum	0.95901639
Range	0.95901639
Interquartile range (IQR)	0.31967213

Descriptive statistics

Standard deviation	0.22148311
Coefficient of variation (CV)	0.43155544
Kurtosis	-0.48333452
Mean	0.51322052
Median Absolute Deviation (MAD)	0.1557377
Skewness	-0.25981162
Sum	47.729508
Variance	0.049054766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4918032787	4	4.3%
0.3852459016	3	3.2%
0.6229508197	3	3.2%
0.8196721311	3	3.2%
0.1803278689	3	3.2%
0.4754098361	3	3.2%
0.3442622951	3	3.2%
0.5409836066	3	3.2%
0.3278688525	2	2.2%
0.6639344262	2	2.2%
Other values (47)	64	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	2.2%
0.008196721311	1	1.1%
0.09836065574	1	1.1%
0.1475409836	1	1.1%
0.1803278689	3	3.2%
0.1967213115	1	1.1%
0.2049180328	1	1.1%
0.2295081967	2	2.2%
0.237704918	1	1.1%
0.2459016393	2	2.2%

Value	Count	Frequency (%)
0.9590163934	1	1.1%
0.9344262295	1	1.1%
0.9016393443	1	1.1%
0.8360655738	1	1.1%
0.8196721311	3	3.2%
0.8032786885	2	2.2%
0.7950819672	2	2.2%
0.7786885246	2	2.2%
0.7540983607	2	2.2%
0.7459016393	2	2.2%

Ash_Alcanity
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	48
Distinct (%)	51.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.46112848

Minimum	0
Maximum	0.93670886
Zeros	1
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.22278481
Q1	0.32278481
median	0.46835443
Q3	0.55696203
95-th percentile	0.79493671
Maximum	0.93670886
Range	0.93670886
Interquartile range (IQR)	0.23417722

Descriptive statistics

Standard deviation	0.17745576
Coefficient of variation (CV)	0.38482931
Kurtosis	0.19117554
Mean	0.46112848
Median Absolute Deviation (MAD)	0.12025316
Skewness	0.27322797
Sum	42.884948
Variance	0.031490545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0.3037974684	9	9.7%
0.4936708861	8	8.6%
0.6202531646	6	6.5%
0.4303797468	6	6.5%
0.5569620253	4	4.3%
0.3797468354	3	3.2%
0.7151898734	3	3.2%
0.4810126582	3	3.2%
0.5886075949	3	3.2%
0.3544303797	3	3.2%
Other values (38)	45	48.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.1%
0.07594936709	1	1.1%
0.1265822785	1	1.1%
0.1772151899	1	1.1%
0.2151898734	1	1.1%
0.2278481013	1	1.1%
0.2405063291	1	1.1%
0.253164557	2	2.2%
0.2721518987	2	2.2%
0.2784810127	1	1.1%

Value	Count	Frequency (%)
0.9367088608	1	1.1%
0.8734177215	1	1.1%
0.8417721519	1	1.1%
0.8101265823	2	2.2%
0.7848101266	1	1.1%
0.7341772152	1	1.1%
0.7151898734	3	3.2%
0.6835443038	1	1.1%
0.6582278481	1	1.1%
0.6518987342	1	1.1%

Magnesium
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	45.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.43682216

Minimum	0
Maximum	0.90625
Zeros	1
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.15625
Q1	0.28125
median	0.421875
Q3	0.546875
95-th percentile	0.7625
Maximum	0.90625
Range	0.90625
Interquartile range (IQR)	0.265625

Descriptive statistics

Standard deviation	0.19180348
Coefficient of variation (CV)	0.43908826
Kurtosis	-0.24344016
Mean	0.43682216
Median Absolute Deviation (MAD)	0.140625
Skewness	0.40449631
Sum	40.624461
Variance	0.036788576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0.25	7	7.5%
0.4375	5	5.4%
0.28125	5	5.4%
0.375	5	5.4%
0.40625	4	4.3%
0.484375	4	4.3%
0.75	3	3.2%
0.421875	3	3.2%
0.578125	3	3.2%
0.234375	3	3.2%
Other values (32)	51	54.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.1%
0.125	3	3.2%
0.15625	2	2.2%
0.1875	1	1.1%
0.21875	2	2.2%
0.234375	3	3.2%
0.25	7	7.5%
0.265625	3	3.2%
0.28125	5	5.4%
0.296875	1	1.1%

Value	Count	Frequency (%)
0.90625	1	1.1%
0.890625	1	1.1%
0.875	1	1.1%
0.796875	1	1.1%
0.78125	1	1.1%
0.75	3	3.2%
0.734375	1	1.1%
0.71875	2	2.2%
0.703125	1	1.1%
0.671875	1	1.1%

Total_Phenols
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54453096

Minimum	0.13793103
Maximum	0.98965517
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.13793103
5-th percentile	0.31241379
Q1	0.42758621
median	0.55862069
Q3	0.64827586
95-th percentile	0.77241379
Maximum	0.98965517
Range	0.85172414
Interquartile range (IQR)	0.22068966

Descriptive statistics

Standard deviation	0.15283316
Coefficient of variation (CV)	0.28066936
Kurtosis	0.15716543
Mean	0.54453096
Median Absolute Deviation (MAD)	0.10344828
Skewness	-0.078305495
Sum	50.641379
Variance	0.023357973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4206896552	6	6.5%
0.6965517241	6	6.5%
0.6275862069	5	5.4%
0.5586206897	5	5.4%
0.5068965517	4	4.3%
0.3517241379	3	3.2%
0.524137931	3	3.2%
0.6793103448	3	3.2%
0.6448275862	3	3.2%
0.4965517241	3	3.2%
Other values (43)	52	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1379310345	1	1.1%
0.2172413793	1	1.1%
0.2310344828	1	1.1%
0.275862069	1	1.1%
0.3103448276	1	1.1%
0.3137931034	1	1.1%
0.3172413793	1	1.1%
0.324137931	1	1.1%
0.3344827586	2	2.2%
0.3448275862	1	1.1%

Value	Count	Frequency (%)
0.9896551724	1	1.1%
0.8689655172	1	1.1%
0.8	1	1.1%
0.7896551724	1	1.1%
0.7827586207	1	1.1%
0.7655172414	1	1.1%
0.7586206897	1	1.1%
0.7482758621	1	1.1%
0.7310344828	1	1.1%
0.6965517241	6	6.5%

Flavanoids
Real number (ℝ)

HIGH CORRELATION

Distinct	73
Distinct (%)	78.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4661313

Minimum	0.25949367
Maximum	0.66455696
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.25949367
5-th percentile	0.27172996
Q1	0.37341772
median	0.48734177
Q3	0.55696203
95-th percentile	0.61983122
Maximum	0.66455696
Range	0.40506329
Interquartile range (IQR)	0.1835443

Descriptive statistics

Standard deviation	0.11240312
Coefficient of variation (CV)	0.24114046
Kurtosis	-1.0083772
Mean	0.4661313
Median Absolute Deviation (MAD)	0.082278481
Skewness	-0.31314517
Sum	43.350211
Variance	0.012634461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4873417722	4	4.3%
0.2742616034	2	2.2%
0.4936708861	2	2.2%
0.2848101266	2	2.2%
0.2974683544	2	2.2%
0.3565400844	2	2.2%
0.4071729958	2	2.2%
0.5611814346	2	2.2%
0.5443037975	2	2.2%
0.5970464135	2	2.2%
Other values (63)	71	76.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2594936709	1	1.1%
0.2616033755	1	1.1%
0.2637130802	1	1.1%
0.2658227848	1	1.1%
0.2679324895	1	1.1%
0.2742616034	2	2.2%
0.2848101266	2	2.2%
0.2974683544	2	2.2%
0.2995780591	1	1.1%
0.305907173	1	1.1%

Value	Count	Frequency (%)
0.664556962	1	1.1%
0.6434599156	2	2.2%
0.6286919831	1	1.1%
0.6223628692	1	1.1%
0.6181434599	1	1.1%
0.6139240506	1	1.1%
0.611814346	1	1.1%
0.6097046414	1	1.1%
0.6012658228	1	1.1%
0.5991561181	1	1.1%

Nonflavanoid_Phenols
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	25.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.32318929

Minimum	0.075471698
Maximum	0.66037736
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.075471698
5-th percentile	0.14339623
Q1	0.24528302
median	0.30188679
Q3	0.39622642
95-th percentile	0.54716981
Maximum	0.66037736
Range	0.58490566
Interquartile range (IQR)	0.1509434

Descriptive statistics

Standard deviation	0.13108222
Coefficient of variation (CV)	0.40558962
Kurtosis	-0.18451666
Mean	0.32318929
Median Absolute Deviation (MAD)	0.094339623
Skewness	0.47833189
Sum	30.056604
Variance	0.017182548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0.2452830189	10	10.8%
0.320754717	8	8.6%
0.3962264151	7	7.5%
0.3018867925	7	7.5%
0.2641509434	6	6.5%
0.358490566	6	6.5%
0.4528301887	6	6.5%
0.1509433962	5	5.4%
0.1698113208	5	5.4%
0.5471698113	4	4.3%
Other values (14)	29	31.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07547169811	2	2.2%
0.1132075472	1	1.1%
0.1320754717	2	2.2%
0.1509433962	5	5.4%
0.1698113208	5	5.4%
0.2075471698	4	4.3%
0.2264150943	2	2.2%
0.2452830189	10	10.8%
0.2641509434	6	6.5%
0.2830188679	4	4.3%

Value	Count	Frequency (%)
0.6603773585	2	2.2%
0.6037735849	1	1.1%
0.5660377358	1	1.1%
0.5471698113	4	4.3%
0.5094339623	3	3.2%
0.4905660377	3	3.2%
0.4528301887	6	6.5%
0.4150943396	1	1.1%
0.3962264151	7	7.5%
0.3773584906	1	1.1%

Proanthocyanins
Real number (ℝ)

HIGH CORRELATION

Distinct	62
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.53248999

Minimum	0.1254902
Maximum	0.98039216
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.1254902
5-th percentile	0.30666667
Q1	0.40392157
median	0.50196078
Q3	0.62745098
95-th percentile	0.80627451
Maximum	0.98039216
Range	0.85490196
Interquartile range (IQR)	0.22352941

Descriptive statistics

Standard deviation	0.17026589
Coefficient of variation (CV)	0.31975416
Kurtosis	0.15149962
Mean	0.53248999
Median Absolute Deviation (MAD)	0.11372549
Skewness	0.47013194
Sum	49.521569
Variance	0.028990472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4901960784	4	4.3%
0.6156862745	4	4.3%
0.4117647059	4	4.3%
0.368627451	4	4.3%
0.6549019608	3	3.2%
0.6117647059	3	3.2%
0.7725490196	3	3.2%
0.5725490196	3	3.2%
0.737254902	2	2.2%
0.6352941176	2	2.2%
Other values (52)	61	65.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1254901961	1	1.1%
0.2431372549	2	2.2%
0.2470588235	1	1.1%
0.2901960784	1	1.1%
0.3176470588	1	1.1%
0.3294117647	2	2.2%
0.3411764706	1	1.1%
0.3529411765	1	1.1%
0.3647058824	1	1.1%
0.368627451	4	4.3%

Value	Count	Frequency (%)
0.9803921569	2	2.2%
0.9411764706	1	1.1%
0.9215686275	1	1.1%
0.8156862745	1	1.1%
0.8	1	1.1%
0.7725490196	3	3.2%
0.7607843137	1	1.1%
0.7568627451	1	1.1%
0.737254902	2	2.2%
0.7333333333	1	1.1%

Color_Intensity
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	75
Distinct (%)	80.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31871713

Minimum	0
Maximum	0.70562771
Zeros	1
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.084415584
Q1	0.17532468
median	0.32142857
Q3	0.42965368
95-th percentile	0.59848485
Maximum	0.70562771
Range	0.70562771
Interquartile range (IQR)	0.254329

Descriptive statistics

Standard deviation	0.16295593
Coefficient of variation (CV)	0.51128701
Kurtosis	-0.76075216
Mean	0.31871713
Median Absolute Deviation (MAD)	0.14177489
Skewness	0.25750303
Sum	29.640693
Variance	0.026554634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1428571429	4	4.3%
0.1645021645	3	3.2%
0.3593073593	3	3.2%
0.2727272727	3	3.2%
0.4134199134	3	3.2%
0.4675324675	2	2.2%
0.5324675325	2	2.2%
0.3484848485	2	2.2%
0.1753246753	2	2.2%
0.2294372294	2	2.2%
Other values (65)	67	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.1%
0.04978354978	1	1.1%
0.07251082251	1	1.1%
0.07792207792	1	1.1%
0.08441558442	2	2.2%
0.09090909091	1	1.1%
0.09415584416	1	1.1%
0.09956709957	1	1.1%
0.1266233766	1	1.1%
0.132034632	1	1.1%

Value	Count	Frequency (%)
0.7056277056	1	1.1%
0.6515151515	1	1.1%
0.6428571429	1	1.1%
0.6406926407	1	1.1%
0.6082251082	1	1.1%
0.591991342	1	1.1%
0.5519480519	1	1.1%
0.5432900433	1	1.1%
0.5378787879	1	1.1%
0.5324675325	2	2.2%

Hue
Real number (ℝ)

Distinct	47
Distinct (%)	50.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.59660791

Minimum	0.25773196
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.25773196
5-th percentile	0.3257732
Q1	0.4742268
median	0.59793814
Q3	0.70103093
95-th percentile	0.86391753
Maximum	1
Range	0.74226804
Interquartile range (IQR)	0.22680412

Descriptive statistics

Standard deviation	0.16279285
Coefficient of variation (CV)	0.27286405
Kurtosis	-0.40381945
Mean	0.59660791
Median Absolute Deviation (MAD)	0.11340206
Skewness	0.068420587
Sum	55.484536
Variance	0.026501513
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0.5773195876	6	6.5%
0.7731958763	5	5.4%
0.6597938144	5	5.4%
0.6082474227	4	4.3%
0.6288659794	4	4.3%
0.3917525773	3	3.2%
0.7319587629	3	3.2%
0.5979381443	3	3.2%
0.4432989691	2	2.2%
0.412371134	2	2.2%
Other values (37)	56	60.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2577319588	1	1.1%
0.2783505155	2	2.2%
0.3195876289	2	2.2%
0.3298969072	2	2.2%
0.3505154639	1	1.1%
0.3917525773	3	3.2%
0.4020618557	1	1.1%
0.412371134	2	2.2%
0.4226804124	2	2.2%
0.4329896907	1	1.1%

Value	Count	Frequency (%)
1	1	1.1%
0.9278350515	1	1.1%
0.9072164948	2	2.2%
0.8762886598	1	1.1%
0.8556701031	2	2.2%
0.824742268	1	1.1%
0.8144329897	1	1.1%
0.793814433	2	2.2%
0.7835051546	1	1.1%
0.7731958763	5	5.4%

OD280
Real number (ℝ)

Distinct	72
Distinct (%)	77.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65587459

Minimum	0.31868132
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.31868132
5-th percentile	0.38095238
Q1	0.55311355
median	0.66300366
Q3	0.76923077
95-th percentile	0.86593407
Maximum	1
Range	0.68131868
Interquartile range (IQR)	0.21611722

Descriptive statistics

Standard deviation	0.14870109
Coefficient of variation (CV)	0.22672183
Kurtosis	-0.44095278
Mean	0.65587459
Median Absolute Deviation (MAD)	0.10989011
Skewness	-0.12973339
Sum	60.996337
Variance	0.022112013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5531135531	4	4.3%
0.695970696	3	3.2%
0.5860805861	3	3.2%
0.7545787546	3	3.2%
0.7106227106	2	2.2%
0.6080586081	2	2.2%
0.5787545788	2	2.2%
0.8461538462	2	2.2%
0.6923076923	2	2.2%
0.619047619	2	2.2%
Other values (62)	68	73.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3186813187	1	1.1%
0.3516483516	1	1.1%
0.3626373626	1	1.1%
0.3772893773	1	1.1%
0.380952381	2	2.2%
0.4212454212	1	1.1%
0.4285714286	1	1.1%
0.4358974359	1	1.1%
0.4432234432	1	1.1%
0.4542124542	1	1.1%

Value	Count	Frequency (%)
1	1	1.1%
0.9706959707	1	1.1%
0.9340659341	1	1.1%
0.8937728938	1	1.1%
0.8681318681	1	1.1%
0.8644688645	1	1.1%
0.8498168498	1	1.1%
0.8461538462	2	2.2%
0.8424908425	1	1.1%
0.8351648352	1	1.1%

Proline
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	75
Distinct (%)	80.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.38613808

Minimum	0
Maximum	0.88231098
Zeros	1
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.046932953
Q1	0.15977175
median	0.35805991
Q3	0.56134094
95-th percentile	0.75891583
Maximum	0.88231098
Range	0.88231098
Interquartile range (IQR)	0.40156919

Descriptive statistics

Standard deviation	0.24510013
Coefficient of variation (CV)	0.63474737
Kurtosis	-1.1159596
Mean	0.38613808
Median Absolute Deviation (MAD)	0.20328103
Skewness	0.200455
Sum	35.910842
Variance	0.060074076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2867332382	3	3.2%
0.5399429387	3	3.2%
0.5613409415	2	2.2%
0.4044222539	2	2.2%
0.1654778887	2	2.2%
0.5577746077	2	2.2%
0.5042796006	2	2.2%
0.1069900143	2	2.2%
0.1547788873	2	2.2%
0.2025677603	2	2.2%
Other values (65)	71	76.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.1%
0.008559201141	1	1.1%
0.0242510699	1	1.1%
0.0335235378	1	1.1%
0.04564907275	1	1.1%
0.04778887304	1	1.1%
0.05492154066	1	1.1%
0.07132667618	1	1.1%
0.0727532097	2	2.2%
0.08131241084	1	1.1%

Value	Count	Frequency (%)
0.8823109843	1	1.1%
0.8787446505	1	1.1%
0.8573466476	1	1.1%
0.8359486448	1	1.1%
0.7824536377	1	1.1%
0.7432239658	1	1.1%
0.7360912981	1	1.1%
0.7253922967	1	1.1%
0.7218259629	1	1.1%
0.7182596291	2	2.2%

kmeans_cluster
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	82
1	11

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	93
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	82	88.2%
1	11	11.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	82	88.2%
1	11	11.8%

Most occurring characters

Value	Count	Frequency (%)
0	82	88.2%
1	11	11.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	93	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	82	88.2%
1	11	11.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	93	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	82	88.2%
1	11	11.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	82	88.2%
1	11	11.8%

dbsscan_cluster
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	93

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	93
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	93	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	93	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	93	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	93	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	93	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	93	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	93	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	93	100.0%

dbscan_labels
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	93

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	93
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	93	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	93	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	93	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	93	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	93	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	93	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	93	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	93	100.0%

Auto

Heatmap
Table

	Alcohol	Ash	Ash_Alcanity	Color_Intensity	Flavanoids	Hue	Magnesium	Malic_Acid	Nonflavanoid_Phenols	OD280	Proanthocyanins	Proline	Total_Phenols	kmeans_cluster
Alcohol	1.000	0.281	-0.493	0.783	0.637	0.053	0.599	0.177	-0.348	0.290	0.322	0.717	0.525	0.431
Ash	0.281	1.000	0.155	0.284	0.304	0.109	0.411	0.180	0.109	0.129	0.139	0.410	0.275	0.000
Ash_Alcanity	-0.493	0.155	1.000	-0.581	-0.423	-0.077	-0.393	0.014	0.363	-0.171	-0.250	-0.470	-0.305	0.498
Color_Intensity	0.783	0.284	-0.581	1.000	0.762	0.040	0.607	0.118	-0.407	0.206	0.413	0.774	0.618	0.489
Flavanoids	0.637	0.304	-0.423	0.762	1.000	-0.084	0.538	0.221	-0.495	0.356	0.639	0.573	0.875	0.806
Hue	0.053	0.109	-0.077	0.040	-0.084	1.000	-0.036	-0.441	0.024	-0.249	-0.142	0.086	-0.173	0.348
Magnesium	0.599	0.411	-0.393	0.607	0.538	-0.036	1.000	0.272	-0.173	0.180	0.261	0.567	0.529	0.388
Malic_Acid	0.177	0.180	0.014	0.118	0.221	-0.441	0.272	1.000	-0.033	0.265	0.040	0.213	0.271	0.000
Nonflavanoid_Phenols	-0.348	0.109	0.363	-0.407	-0.495	0.024	-0.173	-0.033	1.000	-0.423	-0.355	-0.242	-0.440	0.742
OD280	0.290	0.129	-0.171	0.206	0.356	-0.249	0.180	0.265	-0.423	1.000	0.266	0.172	0.390	0.302
Proanthocyanins	0.322	0.139	-0.250	0.413	0.639	-0.142	0.261	0.040	-0.355	0.266	1.000	0.256	0.512	0.141
Proline	0.717	0.410	-0.470	0.774	0.573	0.086	0.567	0.213	-0.242	0.172	0.256	1.000	0.454	0.463
Total_Phenols	0.525	0.275	-0.305	0.618	0.875	-0.173	0.529	0.271	-0.440	0.390	0.512	0.454	1.000	0.431
kmeans_cluster	0.431	0.000	0.498	0.489	0.806	0.348	0.388	0.000	0.742	0.302	0.141	0.463	0.431	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Alcohol	Malic_Acid	Ash	Ash_Alcanity	Magnesium	Total_Phenols	Flavanoids	Nonflavanoid_Phenols	Proanthocyanins	Color_Intensity	Hue	OD280	Proline
0	0.842105	0.217978	0.598361	0.278481	0.890625	0.627586	0.573840	0.283019	0.737255	0.471861	0.577320	0.970696	0.561341
1	0.571053	0.233708	0.360656	0.000000	0.468750	0.575862	0.510549	0.245283	0.341176	0.335498	0.587629	0.780220	0.550642
2	0.560526	0.364045	0.795082	0.468354	0.484375	0.627586	0.611814	0.320755	0.941176	0.476190	0.567010	0.695971	0.646933
3	0.878947	0.271910	0.655738	0.354430	0.671875	0.989655	0.664557	0.207547	0.694118	0.705628	0.391753	0.798535	0.857347
4	0.581579	0.415730	0.959016	0.620253	0.750000	0.627586	0.495781	0.490566	0.552941	0.329004	0.577320	0.608059	0.325963
5	0.834211	0.229213	0.614754	0.253165	0.656250	0.789655	0.643460	0.396226	0.611765	0.591991	0.587629	0.578755	0.835949
6	0.884211	0.253933	0.614754	0.215190	0.406250	0.524138	0.459916	0.320755	0.615686	0.429654	0.556701	0.846154	0.721826
7	0.797368	0.316854	0.745902	0.405063	0.796875	0.558621	0.457806	0.339623	0.329412	0.408009	0.597938	0.846154	0.725392
8	1.000000	0.202247	0.385246	0.177215	0.421875	0.627586	0.556962	0.301887	0.615686	0.424242	0.618557	0.578755	0.547076
9	0.744737	0.137079	0.467213	0.303797	0.437500	0.689655	0.592827	0.169811	0.564706	0.642857	0.546392	0.835165	0.547076

	Alcohol	Malic_Acid	Ash	Ash_Alcanity	Magnesium	Total_Phenols	Flavanoids	Nonflavanoid_Phenols	Proanthocyanins	Color_Intensity	Hue	OD280	Proline	kmeans_cluster
113	0.100000	0.000000	0.655738	0.620253	0.281250	0.517241	0.352321	0.547170	0.403922	0.194805	0.639175	0.380952	0.111270	1
116	0.207895	0.164045	0.237705	0.607595	0.250000	0.344828	0.265823	0.320755	0.439216	0.072511	0.484536	0.754579	0.154779	0
117	0.365789	0.195506	0.401639	0.715190	0.593750	0.351724	0.369198	0.396226	0.470588	0.084416	0.597938	0.619048	0.047789	0
119	0.255263	0.604494	0.245902	0.493671	0.265625	0.351724	0.274262	0.452830	0.572549	0.000000	0.463918	0.652015	0.203994	1
120	0.110526	0.373034	0.590164	0.556962	0.406250	0.662069	0.516878	0.358491	0.556863	0.213203	0.329897	0.776557	0.247504	0
123	0.531579	0.345952	0.352459	0.651899	0.250000	0.565517	0.487342	0.320755	0.627451	0.142857	0.257732	0.670330	0.072753	0
124	0.221053	0.802247	0.565574	0.620253	0.187500	0.648276	0.567511	0.150943	0.980392	0.164502	0.278351	0.868132	0.072753	0
125	0.273684	0.319101	0.385246	0.620253	0.234375	0.558621	0.487342	0.452830	0.368627	0.160173	0.391753	0.736264	0.071327	0
128	0.352632	0.200000	0.491803	0.841772	0.281250	0.427586	0.445148	0.509434	0.584314	0.090909	0.422680	0.553114	0.045649	0
129	0.265789	0.800000	0.557377	0.683544	0.156250	0.386207	0.297468	0.547170	0.368627	0.142857	0.319588	0.476190	0.215407	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample